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Reddit r/LocalLLaMA · 8h#

150tps prefill on dual and single gpu on Strata..

Hardware----------------- 4070 12gb - gen 4.0 x16 v100 16gb - gen 3.0 x4 32gb 3200mhz ram it5-12400f ssd read - 3.6gb ssd write - 2.7gb -------------------------------- quant- rco iq3_xxs -------------------------------- the prefill on…

Reddit r/LocalLLaMA · 10h#

What do you guys use for chat interface?

I use Pi/OpenCode for coding tasks which still seems to be the most popular, but I'm wondering what you guys use for normal chat interface. It's been a few months since I've seen discussions about harness and at the time the popular…

Reddit r/LocalLLaMA · 12h#

llama.cpp has come a long way

Hey everyone, English is not my native language (Dutch), but I write in my own words without assistance. So please let me know if any sentence flows weird, etc. A mate of mine told me how amazing local AI was in January 2025, but I was a…

Reddit r/LocalLLaMA · 15h#

I don't get the qwen 3.8 flash next hype

My experience is based on running Qwen 3.8 Flash Next UD-Q4_K_XL on 4x 3090's Compared directly to Qwen 3.8 27b Q8 it is not even close. To add to this, strata results were even worse than llama.cpp even thought generation speeds were…

TechCrunch - AI · 16h#

Replit is no longer working with Anthropic, CEO says

Masad said the decision was made for a number of different reasons, including cost. Replit announced a partnership with OpenAI in August, but there was never any indication that it was no longer with Anthropic.

Ars Technica · 17h#

OpenAI models hacked a crypto wallet and breached more websites

OpenAI said internal models hacked two more websites, bypassed company-imposed browsing restrictions, and used exposed credentials to draw cryptocurrency from a wallet it couldn’t otherwise access, in the latest installment of disclosures…

Reddit r/LocalLLaMA · 20h#

Show me your rack

Ryzen 9600X, 32GB dual channel DDR5, 2x CMP 170HX Ryzen 5700, 32GB dual channel DDR4, 5x Vega 56 Intel i7 9700, 32GB dual channel DDR4, 3070 + 2080ti Ryzen 7500x3D, 32GB dual channel DDR5, 7900xtx + 2x 5600XT 223 GB total VRAM submitted by…

Reddit r/LocalLLaMA · 22h#

Qwen3.8-27B-antislop, RL’d against slop, top4 on eq bench4

https://preview.redd.it/tu63jjp1juvh1.png?width=1200&format=png&auto=webp&s=ee61a9b9212a6d4e3e3a113d8c0f60e3fd25db53 I RLed qwen27b in style of RL XAR by meta, and now its doesnt feel like a sloppy model and ranks 4 on EQbench BF16+MXFP4…

Reddit r/LocalLLaMA · 23h#

It really just needs some encouragement (Qwen3.8-27B-UD-IQ4_XS)

I know I am probably missing the point of this benchmark, but I wanted to see if the model is capable of generating something better or is that the best it can do. So I gave it some encouragement. I find this with development on small…

Reddit r/LocalLLaMA · 1j#

Why do we have models under 15b so rarely anymore?

Basically title. All labs seem to have agreed 24-27b is the minimum size they will go, nothing below that. I wonder when will we get the next sub 14b model from a SOTA lab submitted by /u/Hot_Example_4456 [link] [comments]

Reddit r/LocalLLaMA · 1j#

reflection/Beam-1.0-501B-A23B · Hugging Face

UPDATE llama.cpp support merged https://github.com/ggml-org/llama.cpp/pull/30670 Beam is an open model built by Reflection. Beam takes text as input and generates text as output. This release includes the instruction-tuned model in BF16…

Reddit r/LocalLLaMA · 1j#

Nemotron-3.5-Bolt-74-A9B and Nemotron-3.5-Super-VL Tests

The Nemotron-3.5 releases are particularly not so good at the pandas/numpy and DDDM (data-driven decision-making) sections of my domain-specific tests. Medium thinking on Bolt does worse than Nemotron nano. High thinking marginally better…

Reddit r/LocalLLaMA · 1j#

OpenMOSS releases MOSS-Image

There's also a base model. As all OpenMoss releases, they're Apache licensed. Wonder how this compares to Qwen Image 2.1 and Flux Klein 3. submitted by /u/ilintar [link] [comments]

Ars Technica · 1j#

Blue Origin is going all in on the New Glenn rocket

Blue Origin announced a major expansion of its already considerable Florida launch facilities on Friday morning with the intent of eventually flying more than 100 rockets a year from there. The company said it would add two launch pads for…

Ars Technica · 1j#

Googlebook review: Android on a laptop is still Android

Android was designed for phones, but that hasn't stopped Google from trying to adapt the OS and its apps to larger machines over the years. Googlebooks are just the latest attempt after tablets, Chromebooks, and foldables induced little…

Reddit r/LocalLLaMA · 1j#

The actual state of open-weight models vs. frontier models

It's clear that today’s SOTA (state-of-the-art) models remain ahead of open-source models. However, if we filter the benchmarks correctly, a different picture emerges compared to what we saw just a few months ago. Today, open-source models…

Reddit r/LocalLLaMA · 1j#

Qwen Flash Next potential SOTA Q2 nobody talks about

Whenever it comes to Strata and low bit QFN discussion, everyone is talking about Unsloth, ISTA-lab and nobody mentions Agantai with his GYRO series of quants - https://huggingface.co/agentionai/Qwen3.8-Flash-Next-Gyro-GGUF The quants…

Korben · 1j#

HUB 404 - Le grand retour d'Hacking Social

Vous les connaissez parce que je vous parle d'elles de temps en temps ici, et surtout parce que ça fait maintenant 13 ans que Chayka et Viciss décortiquent la psychologie sociale et politique avec de la vulgarisation, un peu de fiction et…

Korben · 1j#

Llama - L'IA locale de llama.cpp, sans ligne de commande

Faire tourner un modèle de langage en local sur son PC, avec llama.cpp, ça marche très bien, mais ça demande quand même de mettre un peu les mains dans le cambouis. Il faut aller chercher le binaire, trouver le bon fichier GGUF sur Hugging…

Reddit r/LocalLLaMA · 1j#

New paper from Stanford, Together AI, UIUC, and Meta introduces Hybrid Reasoning Agents. These AI models think mostly in a hidden internal way (faster and cheaper), and only use normal text when they need tools or give the final answer.

On many tests (math, science, medicine, etc.), they score about 10% higher, use half the tokens, run twice as fast, and cost much less than regular models. mod here, paper link: [2610.18861] Hybrid Reasoning Agents original post on tech_x.…

ArXiv ML · 1j#

Co-Evolving Acting and Forecasting for Language Agents

arXiv:2610.20597v2 Announce Type: replace-cross Abstract: Training language agents is bottlenecked by the high cost of long-horizon rollouts, yet standard agentic reinforcement learning (RL) learns only from a terminal scalar reward…

ArXiv ML · 1j#

ReTerm: Recovery Training for Self-Improving Terminal Agents

arXiv:2610.18484v2 Announce Type: replace-cross Abstract: Terminal agents have shown strong abilities in complex coding tasks. However, they often struggle to recover from errors during long-running execution (e.g., command errors, faulty…

ArXiv ML · 1j#

Language Models Can Control Their Own Attention

arXiv:2609.02737v2 Announce Type: replace-cross Abstract: Language models spend most of their attention on a small fraction of context, yet they read the entire KV cache to find the few tokens that matter. If the user asks about a previous…

ArXiv ML · 1j#

DataKernelBench: Can LLMs Optimize Database Queries on GPUs?

arXiv:2608.25061v3 Announce Type: replace-cross Abstract: GPUs increasingly accelerate database systems, but query-specific peak performance still often relies on hand-written kernels. Existing LLM kernel benchmarks focus on machine…

ArXiv ML · 1j#

Optimal Unambiguous DNFs and Alon-Saks-Seymour

arXiv:2608.02533v2 Announce Type: replace-cross Abstract: We construct unambiguous DNFs having width $O(n)$ but $0$-certificate complexity $\Omega(n^2)$. By utilizing the special structure of these DNFs, we prove a lifting theorem with a…

Ars Technica · 1j#

Plex now helps sell movie theater tickets

Plex, which made a name for itself by letting users share movies they own, is now helping sell movie theater tickets. The company is looking to monetize its content-discovery capabilities and expand its business beyond its media server…

Ars Technica · 1j#

Above the 911? Porsche previews a new mid-engined supercar.

Porsche showed us a preview of a new model this afternoon as it unveiled the Mission S concept in New York. It’s a mid-engined sports car that will slot into the Porsche range above the 911 . But this won’t be a limited-run car like the…

Ars Technica · 1j#

What did the Liberty Bell sound like? Science is on the case.

The Liberty Bell , with its famous crack, hasn't been rung in 180 years, but that hasn't stopped scientists from pondering what the bell might have sounded like when tolling. In honor of the nation's 250th anniversary, researchers at Penn…